{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## License Information\n",
    "---\n",
    "\n",
    "This file is distributed as part of `hvsrpy`, a Python package for horizontal-to-vertical spectral ratio processing.\n",
    "\n",
    "    Copyright (C) 2019-2021 Joseph P. Vantassel (jvantassel@utexas.edu)\n",
    "\n",
    "    This program is free software: you can redistribute it and/or modify\n",
    "    it under the terms of the GNU General Public License as published by\n",
    "    the Free Software Foundation, either version 3 of the License, or\n",
    "    (at your option) any later version.\n",
    "\n",
    "    This program is distributed in the hope that it will be useful,\n",
    "    but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
    "    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the\n",
    "    GNU General Public License for more details.\n",
    "\n",
    "    You should have received a copy of the GNU General Public License\n",
    "    along with this program.  If not, see <https: //www.gnu.org/licenses/>.\n",
    "    \n",
    "## About _hvsrpy_\n",
    "---\n",
    "\n",
    "`hvsrpy` is a Python package for performing horizontal-to-vertical spectral ratio\n",
    "(HVSR) processing. `hvsrpy` was developed by Joseph P. Vantassel under the supervision\n",
    "of Professor Brady R. Cox at The University of Texas at Austin. \n",
    "\n",
    "If you use _hvsrpy_ in your research or consulting, we ask you please cite the following:\n",
    "\n",
    "> Joseph Vantassel. (2020). jpvantassel/hvsrpy: latest (Concept). Zenodo.\n",
    "> [http://doi.org/10.5281/zenodo.3666956](http://doi.org/10.5281/zenodo.3666956)\n",
    "\n",
    "_Note: For software, version specific citations should be preferred to\n",
    "general concept citations, such as that listed above. To generate a version\n",
    "specific citation for `hvsrpy`, please use the citation tool on the `hvsrpy`\n",
    "[archive](http://doi.org/10.5281/zenodo.3666956)._\n",
    "\n",
    "This notebook implements automatic checking of the SESAME (2004) reliability and clarity critera.\n",
    "To recognize their original work please also cite the following:\n",
    "\n",
    "> SESAME. (2004). Guidelines for the Implementation of the H/V Spectral Ratio Technique on Ambient Vibrations\n",
    "> Measurements, Processing, and Interpretation. European Commission - Research General Directorate, 62,\n",
    "> European Commission - Research General Directorate.\n",
    "\n",
    "## About this notebook\n",
    "---\n",
    "\n",
    "This notebook illustrates how to use _hvsrpy_ to automatically check the SESAME (2004) peak clarity criteria.\n",
    "The notebook assumes you have already processed your data using _hvsrpy_ and have a _hvsrpy_ compliant output file.\n",
    "The output file is parsed for the revalent data, plots a simple figure for reference, and assess the SESAME reliability\n",
    "and clarity critera."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from hvsrpy import utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sesame(data):\n",
    "    \"\"\"Check SESAME criteria.\"\"\"\n",
    "    if data[\"distribution_mc\"] == \"log-normal\" or data[\"distribution_mc\"] == \"lognormal\":\n",
    "        std_curve = np.log(data[\"upper\"]) - np.log(data[\"curve\"])\n",
    "    else:\n",
    "        msg = \"SESAME requires median curve to follow lognormal distribution.\"\n",
    "        raise ValueError(msg)\n",
    "\n",
    "    if data[\"distribution_f0\"] != \"normal\":\n",
    "        msg = \"SESAME requires f0 to follow a normal distribution.\"\n",
    "        raise Valueerror(msg)\n",
    "    \n",
    "    search_limits = (data[\"f_low\"], data[\"f_high\"])\n",
    "    reliability = utils.sesame_reliability(data[\"windowlength\"], data[\"accepted_windows\"], data[\"frequency\"], data[\"curve\"], std_curve, search_limits=search_limits, verbose=2)\n",
    "    clarity = utils.sesame_clarity(data[\"frequency\"], data[\"curve\"], std_curve, data[\"std_f0\"], search_limits=search_limits, verbose=2)\n",
    "    \n",
    "    return (reliability, clarity)\n",
    "            \n",
    "def plot(data):\n",
    "    \"\"\"Plot HVSR form data dict.\"\"\"\n",
    "    fig, ax = plt.subplots(figsize=(4,2), dpi=150)\n",
    "    ax.plot(data[\"frequency\"], data[\"curve\"], color=\"#000000\", label=\"$LM_{curve}$\")\n",
    "    ax.plot(data[\"frequency\"], data[\"upper\"], color=\"#000000\", linewidth=0.5, label=\"$LM_{curve}\\pm$1 STD\")\n",
    "    ax.plot(data[\"frequency\"], data[\"lower\"], color=\"#000000\", linewidth=0.5)\n",
    "\n",
    "    y_lower, y_upper = ax.get_ylim()\n",
    "    x_mean, x_std = data[\"mean_f0\"], data[\"std_f0\"]\n",
    "    x_lower, x_upper = x_mean - x_std, x_mean + x_std\n",
    "    ax.fill([x_lower, x_upper, x_upper, x_lower], [y_lower, y_lower, y_upper, y_upper], color=\"#dddddd\",\n",
    "            label=r\"$f_{0}$\"+\"$\\pm$\"+\"1STD\")\n",
    "    ax.plot([x_mean, x_mean], [y_lower, y_upper], linestyle=\"--\", color=\"#000000\", linewidth=2, label=r\"$f_{0}$\")\n",
    "    ax.plot(data[\"f0_mc\"], data[\"amplitude_f0_mc\"], color=\"#ababab\", linestyle=\"\", marker=\"d\", label=r\"$f_{0,mc}$\")\n",
    "    ax.set_ylim((y_lower, y_upper))\n",
    "    \n",
    "    old_handles, old_labels = ax.get_legend_handles_labels()\n",
    "    xs = [0,1,2,4,3]\n",
    "    new_handles, new_labels = [old_handles[x] for x in xs], [old_labels[x] for x in xs]\n",
    "    ax.legend(new_handles, new_labels)\n",
    "    ax.set_xscale(\"log\")\n",
    "    ax.set_xlabel(\"Frequency (Hz)\")\n",
    "    ax.set_ylabel(\"HVSR Amplitude\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAssessing SESAME (2004) reliability criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "    f0mc=0.712 \u001b[4mis\u001b[0m > 10/windowlength=0.167\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "    nc(f0mc)=1238.184 \u001b[4mis\u001b[0m > 200\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "    sigma_a(f)=1.463 \u001b[4mis\u001b[0m < 2\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak reliability criteria, with 3 of 3.\n",
      "\u001b[1mAssessing SESAME (2004) clarity criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "    min(A[f0mc/4,f0mc])=1.222 \u001b[4mis\u001b[0m < A0[f0mc]/2=3.847/2=1.924\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "    min(A[f0mc,f0mc*4])=0.406 \u001b[4mis\u001b[0m < A0[f0mc]/2=3.847/2=1.924\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "    A0[f0mc]=3.847 \u001b[4mis\u001b[0m > 2.0\n",
      "  Criteria iv): \u001b[32mPass\u001b[0m\n",
      "    f0_upper=0.738 \u001b[4mis\u001b[0m within 5% of f0mc=0.712.\n",
      "    f0_lower=0.686 \u001b[4mis\u001b[0m within 5% of f0mc=0.712.\n",
      "  Criteria v): \u001b[31mFail\u001b[0m\n",
      "    f0_std=0.1353 \u001b[4mis not\u001b[0m less than epsilon*mc_peak_frq=0.15*0.712=0.107.\n",
      "  Criteria vi): \u001b[32mPass\u001b[0m\n",
      "    sigma_a_peak=1.231 \u001b[4mis\u001b[0m less than theta=2.\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak clarity criteria, with 5 of 6.\n"
     ]
    }
   ],
   "source": [
    "data = utils.parse_hvsrpy_output(\"ex0.hv\")\n",
    "plot(data)\n",
    "reliability, clarity = sesame(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAssessing SESAME (2004) reliability criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "    f0mc=0.738 \u001b[4mis\u001b[0m > 10/windowlength=0.167\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "    nc(f0mc)=2124.864 \u001b[4mis\u001b[0m > 200\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "    sigma_a(f)=1.436 \u001b[4mis\u001b[0m < 2\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak reliability criteria, with 3 of 3.\n",
      "\u001b[1mAssessing SESAME (2004) clarity criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "    min(A[f0mc/4,f0mc])=1.133 \u001b[4mis\u001b[0m < A0[f0mc]/2=3.966/2=1.983\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "    min(A[f0mc,f0mc*4])=0.337 \u001b[4mis\u001b[0m < A0[f0mc]/2=3.966/2=1.983\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "    A0[f0mc]=3.966 \u001b[4mis\u001b[0m > 2.0\n",
      "  Criteria iv): \u001b[32mPass\u001b[0m\n",
      "    f0_upper=0.738 \u001b[4mis\u001b[0m within 5% of f0mc=0.738.\n",
      "    f0_lower=0.712 \u001b[4mis\u001b[0m within 5% of f0mc=0.738.\n",
      "  Criteria v): \u001b[32mPass\u001b[0m\n",
      "    f0_std=0.0759 \u001b[4mis\u001b[0m less than epsilon*mc_peak_frq=0.15*0.738=0.111.\n",
      "  Criteria vi): \u001b[32mPass\u001b[0m\n",
      "    sigma_a_peak=1.232 \u001b[4mis\u001b[0m less than theta=2.\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak clarity criteria, with 6 of 6.\n"
     ]
    }
   ],
   "source": [
    "data = utils.parse_hvsrpy_output(\"ex1.hv\")\n",
    "plot(data)\n",
    "results = sesame(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAssessing SESAME (2004) reliability criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "    f0mc=0.712 \u001b[4mis\u001b[0m > 10/windowlength=0.167\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "    nc(f0mc)=1238.184 \u001b[4mis\u001b[0m > 200\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "    sigma_a(f)=1.433 \u001b[4mis\u001b[0m < 2\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak reliability criteria, with 3 of 3.\n",
      "\u001b[1mAssessing SESAME (2004) clarity criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "    min(A[f0mc/4,f0mc])=1.23 \u001b[4mis\u001b[0m < A0[f0mc]/2=3.91/2=1.955\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "    min(A[f0mc,f0mc*4])=0.417 \u001b[4mis\u001b[0m < A0[f0mc]/2=3.91/2=1.955\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "    A0[f0mc]=3.91 \u001b[4mis\u001b[0m > 2.0\n",
      "  Criteria iv): \u001b[32mPass\u001b[0m\n",
      "    f0_upper=0.738 \u001b[4mis\u001b[0m within 5% of f0mc=0.712.\n",
      "    f0_lower=0.686 \u001b[4mis\u001b[0m within 5% of f0mc=0.712.\n",
      "  Criteria v): \u001b[31mFail\u001b[0m\n",
      "    f0_std=0.1391 \u001b[4mis not\u001b[0m less than epsilon*mc_peak_frq=0.15*0.712=0.107.\n",
      "  Criteria vi): \u001b[32mPass\u001b[0m\n",
      "    sigma_a_peak=1.248 \u001b[4mis\u001b[0m less than theta=2.\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak clarity criteria, with 5 of 6.\n"
     ]
    }
   ],
   "source": [
    "data = utils.parse_hvsrpy_output(\"ex2.hv\")\n",
    "plot(data)\n",
    "results = sesame(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAssessing SESAME (2004) reliability criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "    f0mc=0.793 \u001b[4mis\u001b[0m > 10/windowlength=0.167\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "    nc(f0mc)=1570.734 \u001b[4mis\u001b[0m > 200\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "    sigma_a(f)=1.414 \u001b[4mis\u001b[0m < 2\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak reliability criteria, with 3 of 3.\n",
      "\u001b[1mAssessing SESAME (2004) clarity criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "    min(A[f0mc/4,f0mc])=1.121 \u001b[4mis\u001b[0m < A0[f0mc]/2=4.844/2=2.422\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "    min(A[f0mc,f0mc*4])=0.37 \u001b[4mis\u001b[0m < A0[f0mc]/2=4.844/2=2.422\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "    A0[f0mc]=4.844 \u001b[4mis\u001b[0m > 2.0\n",
      "  Criteria iv): \u001b[32mPass\u001b[0m\n",
      "    f0_upper=0.793 \u001b[4mis\u001b[0m within 5% of f0mc=0.793.\n",
      "    f0_lower=0.793 \u001b[4mis\u001b[0m within 5% of f0mc=0.793.\n",
      "  Criteria v): \u001b[32mPass\u001b[0m\n",
      "    f0_std=0.0365 \u001b[4mis\u001b[0m less than epsilon*mc_peak_frq=0.15*0.793=0.119.\n",
      "  Criteria vi): \u001b[32mPass\u001b[0m\n",
      "    sigma_a_peak=1.236 \u001b[4mis\u001b[0m less than theta=2.\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak clarity criteria, with 6 of 6.\n"
     ]
    }
   ],
   "source": [
    "data = utils.parse_hvsrpy_output(\"ex3.hv\")\n",
    "plot(data)\n",
    "results = sesame(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 4: From SESAME guidelines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mAssessing SESAME (2004) reliability criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "    f0mc=0.703 \u001b[4mis\u001b[0m > 10/windowlength=0.167\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "    nc(f0mc)=2529.11 \u001b[4mis\u001b[0m > 200\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "    sigma_a(f)=1.987 \u001b[4mis\u001b[0m < 2\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak reliability criteria, with 3 of 3.\n",
      "\u001b[1mAssessing SESAME (2004) clarity criteria ... \u001b[0m\n",
      "  Criteria i): \u001b[32mPass\u001b[0m\n",
      "    min(A[f0mc/4,f0mc])=1.647 \u001b[4mis\u001b[0m < A0[f0mc]/2=5.961/2=2.98\n",
      "  Criteria ii): \u001b[32mPass\u001b[0m\n",
      "    min(A[f0mc,f0mc*4])=1.12 \u001b[4mis\u001b[0m < A0[f0mc]/2=5.961/2=2.98\n",
      "  Criteria iii): \u001b[32mPass\u001b[0m\n",
      "    A0[f0mc]=5.961 \u001b[4mis\u001b[0m > 2.0\n",
      "  Criteria iv): \u001b[32mPass\u001b[0m\n",
      "    f0_upper=0.712 \u001b[4mis\u001b[0m within 5% of f0mc=0.703.\n",
      "    f0_lower=0.693 \u001b[4mis\u001b[0m within 5% of f0mc=0.703.\n",
      "  Criteria v): \u001b[32mPass\u001b[0m\n",
      "    f0_std=0.098 \u001b[4mis\u001b[0m less than epsilon*mc_peak_frq=0.15*0.703=0.105.\n",
      "  Criteria vi): \u001b[32mPass\u001b[0m\n",
      "    sigma_a_peak=1.619 \u001b[4mis\u001b[0m less than theta=2.\n",
      "  The chosen peak \u001b[32mPASSES\u001b[0m the peak clarity criteria, with 6 of 6.\n"
     ]
    }
   ],
   "source": [
    "data = utils.parse_hvsrpy_output(\"ex4.hv\")\n",
    "plot(data)\n",
    "results = sesame(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
